How to develop your skillset for the AI era

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How can engineers ensure their skills keep up with AI advancements?

Over the last few years, we’ve watched AI take giant leaps in coding – from AI-assisted coding tools like GitHub Co-Pilot to the first AI engineer named Devin. This explosion of AI capabilities has sparked endless debates, with the burning question on everyone’s mind being: does software engineering still have a future?

The short answer? Yes, but with a catch. The coding aspect of software engineering might become more automated, with AI taking over the bulk of code generation in the future. However, software engineering is more than code.

Looking ahead, engineers who can zero in on business results, flex into other roles, and consistently deliver value will continue to be in demand despite AI as their impact extends beyond their coding ability.

Think like an entrepreneur

Simply being skilled in engineering won’t cut it anymore. The real magic happens when you connect engineering efforts directly to business outcomes. Embracing an entrepreneurial mindset equips engineers with a broad view that transcends the immediate technical challenges. In a world where AI can write code but cannot grasp the entire organization’s nuances, its people, culture, and the broader environment it operates within, having an expansive vision becomes a critical advantage.

Engineers who think like entrepreneurs understand that success in the AI era demands more than technical excellence. They have an intrinsic drive to create customer value, ensuring their engineering solutions are not just technically sound but also strategically aligned with business goals. They’re the bridge between technical feasibility and product strategy, using their skills to steer product decisions in the right direction.

How can you become an intrapreneur?

1. Understand the business

  • Why? This will help you see where your projects fit within the larger picture and how they can influence the bottom line.
  • How? Dive into your company’s OKRs and KPIs to understand the measures of success. Participate in all-hands meetings, review annual reports, do competitor research, and stay informed on company strategy.

2. Build customer empathy

  • Why? Putting yourself in the customer’s shoes will help you make informed engineering decisions that resonate with user needs and business goals.
  • How? Explore business intelligence (BI) tools, user experience (UX) research, and analytics platforms to understand customer sentiment and user behavior. Additionally, listen to recorded sales calls, if available, to get a first-hand pulse of what the customer is thinking and how they are reacting to the product.

3. Incorporate insights into decision-making

  • Why? Combining business context and data-driven insights in your decision-making process ensures that your engineering efforts are both technically sound and strategically aligned with business objectives.
  • How? When proposing new features or improvements, connect it back to the business objectives, user feedback, and data analysis that support your suggestion. Present your ideas in a way that highlights their potential impact on both user satisfaction and business success.

By embracing these practices, you will become adept at navigating uncertainty, prioritizing projects that offer the highest return on investment, and persuasively advocating for your ideas.

Flex across functions

Hand-in-hand with a business-centric approach is the need to wear multiple hats. The more versatile an engineer is, the more indispensable they become.

In a world where specific tasks may eventually be automated by AI, human engineers’ ability to synthesize information across domains, connect disparate ideas, and apply insights in new contexts sets them apart.

How can you cultivate versatility?

1. Collaborate on the product roadmap

  • Why? Gaining insight into your company’s product goals and understanding how technology can drive these objectives is crucial as it broadens your perspective beyond just the technical aspects of your work.
  • How? Volunteer to join roadmap planning sessions and offer a technical perspective on proposed features. Help with prioritization by assessing the technical effort required versus the projected business impact.

2. Contribute to design systems

  • Why? Understanding design principles is crucial for creating technically sound products that provide a great user experience. A basic knowledge of UX/UI principles, color theory, and user-centric design can significantly improve the collaboration between engineering and design teams, leading to more cohesive and user-centric products.
  • How? Work closely with designers to understand the core components of your product’s UI/UX. Offer to develop a shared library of UI components or a style guide that codifies design principles and patterns.

3. Mentor across functions

  • Why? Sharing your expertise and insights across different functions not only helps others grow but also establishes trust, builds communication skills, and positions you as someone they can go to in the future.
  • How? Initiate informal coffee chats or lunch meetings with peers in different roles. Offer mentorship or advice, focusing on how their roles contribute to the business’s success. This could involve guiding a designer on how to consider technical constraints in their designs or helping a marketing colleague understand the possibilities of the product.

By actively engaging in these practices, you’ll be well on your way to becoming a more versatile engineer. This cross-functional agility ensures that engineers can adapt to changes, foresee the implications of decisions across domains, and innovate at the intersections of disciplines, enabling them to provide value that no AI point solution can.

Carve your niche

Grounded in a rich understanding of the broader context and enhanced by a diverse skill set, building specialization will ensure that engineers can bring unique insights, creativity, and solutions that AI cannot. It’s the intersection of depth and breadth in an engineer’s expertise that will define their irreplaceability in an AI-driven world.

This is where Roger Martin’s Doctrine of Relentless Utility comes into play, a career strategy that focuses on finding your niche and monopolizing it.

As you become more adept at navigating between different roles and perspectives, you’ll be better positioned to uncover unique opportunities where your particular blend of skills and interests intersect with unmet needs within your team or organization.

Aligning what you’re good at with areas where you can make a significant impact allows you to establish a distinctive role that plays to your strengths and passions. This strategy promotes an active, value-driven approach, looking for ways to contribute beyond the usual scope of your role.

For instance, let’s say you have a knack for simplifying complex technical concepts into digestible content. Your niche could be bridging the gap between advanced technical knowledge and non-technical stakeholders or clients. Build on this by developing and sharing insights through blogs, workshops, or internal documentation that make these concepts accessible and engaging.

Another example could be finding yourself at ease automating repetitive tasks that bog down your team. Your niche is identifying efficiency drains within your team’s workflow by creating custom scripts or leveraging existing tools to automate these tasks. This way, you’ll be freeing up time for your team to focus on more impactful projects.

By adopting the doctrine of relentless utility, you’re not just filling a role; you’re carving out an area of focus where you can truly excel and provide unmatched value.

Remember, the niche you carve out today may not remain your niche tomorrow. Continuously explore, learn, and iterate, allowing your niche to evolve alongside your skills, interests, and the changing needs of your team. This ongoing journey of adaptation ensures your contributions remain impactful and aligned with both personal growth and team objectives.

Closing thoughts

We find ourselves at a juncture similar to the one brought about by the printing press and the typewriter. The fears are familiar – concerns about job displacement, the devaluation of human expertise, and the uncertainties of a shifting professional landscape.

Yet, if history has taught us anything, it’s that with disruption comes opportunity. Just as the printing press opened up the world of knowledge and the typewriter transformed the professional landscape, AI will redefine software engineering. It will challenge us to elevate our roles beyond coding, to think like entrepreneurs, and to build a more multi-faced identity.

The future of software engineering isn’t about clinging to the past but one where AI helps us build unimaginable things.


This article was originally published on LeadDev.com on April 4th, 2024.

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From Assumptions to Understanding

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Louis Moeller, Different Opinions, High Museum of Art, Atlanta.

While returning home from my company offsite, I was standing in the TSA line, placing my belongings into the gray bins. It was then that a question caught me off guard.

“Have you ever been on a flight?”

I froze, my hands mid-air, gripping my shoes. The question, coming from a man in his thirties behind me, felt like a jab, wrapped in a thin veil of innocence. Why would he ask that? Was it my slightly fumbled handling of the trays, or had I committed some cardinal sin of air travel in his eyes?

“Yes, I have,” I responded, the words laced with a defensive edge. His question had pricked at something, a mix of annoyance and curiosity. Was it so apparent that I was out of my element, or was he just being snarky?

“It’s my first flight,” he then confessed, his tone shifting, revealing a mix of excitement and nervousness. “I wasn’t sure if my bag needs to go in the tray.”

In that moment, my assumptions hung heavily between us. The question wasn’t a snarky jab but a genuine plea for guidance, cloaked in the vulnerability of a first-time flyer. I had been so quick to assume malice, to paint his curiosity as a critique, that I nearly missed the human element, the shared experience of navigating unfamiliar territories.

“Yes, they are expecting the bags to be on the tray,” I found myself saying, the words coming out more as a realization of my own hasty judgment. I added, “Hope you have a great first flight!”

This encounter, brief and seemingly inconsequential, served as a profound lesson. It reminded me that our assumptions, especially those tinged with defensiveness, can cloud our judgment, that behind every question lies a story, a context we might not immediately understand.

As I watched him walk towards his gate, I was reminded just earlier in the offsite how my team and I were discussing how we admired Reddit’s “Default Open” value. This moment underscored the importance of giving others the benefit of the doubt, of approaching interactions with default openness. For in the end, we are all navigating our own journeys, sometimes confidently, sometimes with hesitation, but always moving forward, one question at a time.

From Chaos to Clarity: Achieving Personal Knowledge Mastery

Remember scrambling for notes, losing ideas to the ether, struggling to keep up with tasks, and drowning in a sea of information? Yeah, me too. But that was before I understood Personal Knowledge Management (PKM).

In my previous post, we explored the essentials of PKM and Tiago Forte’s The 4 Levels of Personal Knowledge Management. Since then, I have received numerous requests for practical tips on how to master PKM, and many people have been curious about my own approach to it.

So today, we dive deeper, and I will share some tips on how you can achieve your own Personal Knowledge Mastery. Let’s break it down, level by level, and see how we can start getting insights out of information to drive impact.

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Source: gapingvoid

Level 1: Storing Information

If you want to build a great PKM practice, you need to have a way to capture information with the least amount of friction, both on the go and on the computer. Fumbling with clunky or slow apps will get you to focus on the app vs. what you were there to begin it and will cause you to lose motivation.

After experimenting with various tools like Logseq, Roam, and RemNote, I found my match in Amplenote. Its ability to sync notes cross-platform and the simple UX met my need for portability and simplicity.

Each day, Amplenote’s “daily jot” feature automatically creates a new note, which I love. I used to do this manually in Notion by creating a running list of notes per day for each year before I switched over.

I usually capture the top things I want to focus on or accomplish that day. This is also similar to the technique recommended in the book Make Time if you want to learn more. I also use the daily journal to capture interesting links, code snippets, or ideas I come across that I can revisit later. This allows me to keep the number of tabs I have open to only a handful, reducing my mental clutter.

Source: Amplenote

If you are looking for an app that has all the features I mentioned in this post, such as daily journaling, task management, note-taking, graph view, outlining, and cross-platform compatibility, then you should check out NotesApp.Info to find the one you like. Currently, only a few apps meet all these specific requirements, but you can change the filters based on your preferences to see more options.

Source: NotesApp.Info

Level 2: Managing Knowledge

Having a quick system for jotting down thoughts is just the beginning; managing long-form notes efficiently is equally important.

I use Amplenote to tag and organize various notes — #brainstorm for creative ideas, #meeting for general discussions, #interview for candidate assessments, #1–1 for personal meetings, and so on. This streamlines the retrieval and connection of related information.

Now, I can go back and review every meeting interaction and keep track of action items without dropping the ball, which brings us to the next point.

Source: Amplenote

Level 3: Enabling Action

Ideas from my notes often evolve into tasks. I use dedicated notes for brainstorming, later converting these thoughts into actionable tasks within Amplenote.

So, for example, I had a task to “Write a blog post about [[Achieving PKM Mastery]]”. And I tagged my note as part of that task. I would then visit that note when I got a chance to flesh out the blog post’s content. So, I’m not pressed to produce something in one go but rather to make incremental progress. I usually have several tasks, such as writing proposals, blog posts, social media posts, etc., where I make incremental progress as inspiration strikes.

Source: Amplenote

This technique has been a major unlock in boosting my productivity. I can now think about multiple projects simultaneously without feeling the pressure of producing a finished product. This approach is similar to the concept of evergreen notes, where the notes are not just temporary scribbles but are improved and updated over time as the author gains more knowledge and clarity on the subject matter.

My notes usually start out as an outline and then are fleshed out gradually. That’s one reason I really love outliner tools such as Roam Research, Logseq, etc, where everything starts out as a bullet by default.

Tasks can also be assigned a date, effort, and importance, which gives them a “Task Score”, which is essentially a prioritized raking. I generally do this for more time-sensitive or important tasks so they are bubbled up at the top.

Source: Amplenote

The key is not to prioritize what’s on your schedule, but to schedule your priorities. — Stephen Covey, The 7 Habits of Highly Effective People

I’m a big believer in scheduling time to accomplish tasks on the calendar. For me, I’ve found that if it’s not on the calendar, it’s not going to get done because other meetings, distractions, and priorities take over. I usually schedule work blocks on my calendar per task manually, but Amplenote also offers a bi-directional calendar sync where this can be done automatically if you like.

Source: Amplenote

For optimal calendar scheduling and making time for executing tasks, I highly recommend using Clockwise or Reclaim AI. Especially if you are in a meeting-heavy role, they are akin to having a personal assistant manage your calendar.

Source: Clockwise

Level 4: Personal Knowledge Mastery

Finally, after building a system to store, manage, and act on information, you can extract insights from it. You can visualize how your ideas connect with each other in a graph and start seeing connections you may not have noticed before. This is a great way to gain a deeper understanding of the information you have gathered and make better decisions based on it.

Source: Amplenote

Having a personal information store also means you can leverage AI to extract insights from your notes using frameworks such as LangChain or LlamaIndex. Here’s a demo I built using my Notion notes and LlmaIndex, where I could ask questions to AI based on my own corpus of information:

While that requires writing a bit of code, off-the-shelf tools like Tavrn and others allow you to connect a corpus of information and ask questions based on it.

Conclusion

We are drowning in information, while starving for wisdom. The world henceforth will be run by synthesizers, people able to put together the right information at the right time, think critically about it, and make important choices wisely.” — E. O. Wilson

In our journey towards mastering Personal Knowledge Management, we’ve explored methods not only to gather and categorize information but also to synthesize and extract meaningful insights from it.

As the renowned American biologist E. O. Wilson aptly put it, our challenge is to navigate the ocean of information to find wisdom. This journey through the levels of PKM equips us with the tools to be effective synthesizers — those who can effectively collect, connect, and utilize knowledge to make good decisions.

Lessons In Leadership Excellence

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Personal Insights on Building Exceptional Teams

In a world where 75% of cross-functional teams are dysfunctional, mastering the art of leadership is not just a skill but a necessity.

I’ve been fortunate enough to lead teams in various environments, from small start-ups to large organizations, and along the way, I’ve received consistently positive feedback on my teams’ camaraderie, cohesion, and performance. That and hearing many times from my direct reports that I’ve been one of the best managers they’d had made me wonder what exactly was working well.

I don’t think I was super deliberate about it, to be honest. I just did what felt right intuitively over time. Maybe my experience being on the engineer manager pendulum allowed me to keep my ear to the ground and do what I would have wanted to see from my manager as an IC.

In any case, this is my attempt at writing down some of my implicit strategies into an explicit guidebook for myself and others to reference and follow. This is not meant to be a comprehensive resource such as MGMT Accelerator or The 15 Commitments of Conscious Leadership, which I highly recommend, but just things I found putting the most amount of emphasis on. I’ll also note that you don’t need to be a manager to find this relevant. Effective leadership is a key skill for everyone to master.

So, after doing some reflection, I was able to boil down this essence of effective leadership to six critical elements, which I like to call the ‘6 Cs’. In this post, I’ll share these key elements, each backed by practical strategies and real-life lessons that can redefine how you lead. So, without further adieu, let’s dive in.

1. Communication

Transparent and authentic communication is the cornerstone of effective leadership. It’s not merely about conveying information but about involving team members in decision-making processes, even when ideas are still in their formative stages. This practice fosters a sense of ownership and collaboration.

This also extends to offering constructive feedback, where I aim for open and candid conversations without the proverbial “shit sandwich.” This authentic management style fosters workplace transparency, clarity, and directness. It empowers employees to clearly identify areas where they can make the most meaningful contributions to the team’s success.

Some professionals say you need to have a praise-to-criticism ratio of 3:1, 5:1, or even 7:1. Others advocate the “feedback sandwich” — opening and closing with praise, sticking some criticism in between. I think venture capitalist Ben Horowitz got it right when he called this approach the “shit sandwich.” Horowitz suggests that such a technique might work with less-experienced people, but I’ve found the average child sees through it just as clearly as an executive does. — Kim Malone Scott, Radical Candor

Key practices:

  • Hold regular one-on-one meetings with a running agenda to discuss your team’s ideas and concerns.
  • Establish a culture of active listening where team members feel heard and valued.
  • Leverage collaborative tools that allow team members to contribute to decisions and ask questions async.
  • Establish a career plan document where you keep track of goals, ideas, and growth conversations and review it at least on a monthly basis.

Questions to measure success:

  1. Do you regularly cascade relevant strategy and business updates to your team members from the company leadership?
  2. Do your team members feel like they are part of shaping the ideas from the early stages and are involved in the decision-making process?
  3. Do your team members regularly receive ongoing feedback rather than just surprising feedback during formal touchpoints like performance review cycles?

2. Connection

Connection is built on the foundation of authentic and transparent communication. Team cohesion and trust are something I value deeply, and I aim to create an environment that values inclusivity, empowerment, and psychological safety.

A team is not a group of people who work together. A team is a group of people who trust each other.— Simon Sinek, Leaders Eat Last

I’ve used many rituals and practices, such as retrospectives, all hands, happy hours, pulse surveys, etc., with the aim of building connection and trust. No matter the ritual, it comes down to ensuring that every team member’s voice is heard and respected.

Creating opportunities for the team to bond outside of work is also particularly effective. This includes team happy hours, get-to-know sessions where team members share their passions and interests, and even occasional team retreats to strengthen in-person connections.

Key practices:

  • Schedule regular team retrospectives to examine what’s going well and what can be improved. Commit to action items based on the feedback and continue to iterate.
  • Foster mentorship and peer support within your team.
  • Encourage cross-functional collaboration to build relationships with other teams.
  • Share stories of successful team collaborations and their impact on projects.

Questions to measure success:

  1. Do your team members believe they have agency in shaping how the team operates?
  2. Is there a mechanism in place to continually examine team processes and iterate based on feedback?
  3. Does the team regularly interact with each other in informal settings such as happy hours or retreats?

3. Composure

Amidst challenges and crises, maintaining composure is essential. Using the team as an outlet for venting emotions is tempting, but this can be counterproductive. Instead, I’ve learned to adopt a methodical approach: analyzing the situation, acknowledging emotions, outlining a clear plan, and providing transparent updates.

In my experience, team members look to their leaders as beacons of stability during turbulent times. They appreciate leaders who don’t just react emotionally but engage in constructive problem-solving. In fact, research suggests that for almost 70% of people, their manager has more impact on their mental health than their therapist or their doctor.

When interpersonal disagreements or conflicts arise, lean into curiosity to understand why. This is often not an easy thing to do. In her book “Dare to Lead,” Brown uses the term “rumble” to describe a discussion or conversation that is defined by a commitment to lean into vulnerability, stay curious and generous, and be fearless in owning our parts.

A rumble is a discussion, conversation, or meeting defined by a commitment to lean into vulnerability, to stay curious and generous, to stick with the messy middle of problem identification and solving, to take a break and circle back when necessary, to be fearless in owning our parts, and, as psychologist Harriet Lerner teaches, to listen with the same passion with which we want to be heard. More than anything else, when someone says, “Let’s rumble,” it cues me to show up with an open heart and mind so we can serve the work and each other, not our egos.―Brené Brown, Dare to Lead: Brave Work. Tough Conversations. Whole Hearts

She believes that during moments when we’re pulled between our fear and our call to courage, we need shared language, skills, tools, and daily practices that can support us through the rumble.

Key practices:

  • Establish a culture of practicing non-violent communication or The Story Rumble to help the team effectively and compassionately navigate difficult conversations and conflicts.
  • Create space to practice mindfulness exercises as a team to help manage stress during challenging times.
  • Run premortems ahead of major milestones and launches to avoid last-minute surprises and stressful fire drills.
  • Establish an on-call rotation with predefined roles and responsibilities and detailed runbooks to handle emergencies.
  • Encourage the team to take time off after intense periods and plan for their absence to allow them to recharge without pressure or guilt.

Questions to measure success:

  1. Does your team feel that they have reliable support during challenging times?
  2. Do you maintain composure and engage in constructive problem-solving rather than venting emotions during crises?

4. Curiosity

Fostering a culture of continuous learning has been a personal passion of mine. I’ve encouraged my team to embark on a journey of exploration, whether through experimentation, reading, or mentorship, to build their personal mastery. This means holding brown bag sessions and providing opportunities for team members to work on experimental ideas, fostering a culture of perpetual learning.

I’ve also seen the importance of extending this curiosity to understand our customers and the business deeply. To truly solve their problems, the team needs to immerse themselves in the customer’s perspective and become students of the business.

The highest quality of thinking cannot emerge without learning. Learning can’t happen without mistakes.― Liz Wiseman, Multipliers: How the Best Leaders Make Everyone Smarter

Key practices:

  • Organize regular “knowledge-sharing” or “brown bag” sessions where team members present on topics of interest or discuss industry-related books or articles.
  • Set aside time for team members to explore new technologies, ideas, or tools relevant to their work.
  • Create opportunities for the team to interact directly or indirectly with customers by fielding support cases or listening in on sales calls.

Questions to measure success:

  1. Do you create space for the team to experiment and fail in their learning journey without it being held against them?
  2. Does the team interact with its customers on a regular basis?

5. Clarity

Clarity serves as the guiding light in decision-making. It’s not just about relying on data; it’s about relying on the right data.

I have found setting ambitious yet achievable goals, defining clear KPIs, and diligently tracking progress have created an immense amount of clarity for the team. In addition, we created a long-term roadmap, acknowledging its inherent uncertainty, and broke it down into detailed plans every quarter to create a seamless runway for execution.

This clarity extends to written communication, where everything from team working norms to schedules and expectations is documented. Having an operating playbook in place ensures that new team members can seamlessly integrate into the team and hit the ground running.

Ideas are easy. Execution is everything. — John Doerr, Measure What Matters

Key practices:

  • Leverage thinking tools and frameworks to help you and your team solve problems, make decisions, and understand systems.
  • Create a team charter that outlines norms, expectations, and communication guidelines.
  • Use project management tools to track progress transparently and provide visibility into goals.
  • Create an organized repository for regularly updated documentation, making it easy to access important information.
  • Ensure new team members have a clear checklist of things they can accomplish or learn in the first 30, 60, and 90 days.

Questions to measure success:

  1. Does your team possess a clear operating playbook, ensuring seamless onboarding for newcomers?
  2. Are goals and KPIs well-defined, and is progress diligently tracked?

6. Celebration

Recognizing and celebrating achievements, no matter their scale, injects joy into the workplace. Acknowledging accomplishments through company-wide accolades or simple ‘kudos’ fosters a sense of pride and motivation.

69% of employees state they would work harder if they felt their efforts were better recognized — Zippia, 35+ Powerful Leadership Statistics [2023]: Things All Aspiring Leaders Should Know

Leadership is not about being in charge. It is about taking care of those in your charge. — Simon Sinek, Leaders Eat Last

Key practices:

  • Establish a practice to regularly recognize people behind their exceptional contributions and celebrate their impact.
  • Host regular team celebrations for project milestones, both big and small, and send out swag and small tokens of appreciation.
  • Establish a public forum for team members to express gratitude and recognition for their colleagues.
  • Establish a public forum for sharing success stories highlighting their positive impact.

Questions to measure success:

  1. Is team spirit consistently high, and do team members eagerly anticipate celebrating successes together?
  2. Are creative ways employed to foster team bonding, even in distributed work settings?

Closing Thoughts

I hope you found valuable takeaways from these 6 Cs. These principles aren’t just personal opinions; they’re insights drawn from practical experiences and even backed by research at BetterUp, which happens to be my former employer and a place where I’d like to think I earned my stripes for leadership:

We found that managers who can strengthen their coaching and problem solving skills, be more authentic with their teams, and work to recognize employee contributions are riding a wave of effectiveness to the bank: Their organizations experience a +400% return on assets, +30% EPS 5-year growth, +17% boost in innovation, and more. — Mindsets on the move: what effective management looks like today, BetterUp Briefing

You could use these 6 Cs as a way to conduct a health check for your team and see where you need to focus your energies. I would love to hear your thoughts and experiences as you apply the 6 Cs to your leadership journey — please feel free to share your feedback and stories!

How To Make Your Ideas Stick

Effective proposal writing techniques for engineering leaders

As an engineering leader, you’ve likely faced the challenge of writing proposals for ideas you’re passionate about, whether it’s drafting design docs, request for comments (RFCs), memos, or even slide decks. The format might change depending on context, but the fundamental challenge remains: how do we make our ideas resonate?

Throughout my career, I’ve witnessed numerous promising ideas fall by the wayside or need a lot of back and forth due to a lack of clear articulation. The culprit? Often, a missing ingredient from the six crucial elements of a persuasive proposal.

Knowing how to craft proposals that communicate and inspire action will ensure that your next proposal isn’t just read, but acted upon.

1. Establish context

At the heart of a compelling proposal lies the establishment of mutual understanding. Begin by elucidating the “why.” Resist the urge to dive straight into the solution.

For instance, if you’re proposing a shift in system architecture, listing the current system’s flaws might seem intuitive. However, the real starting point should be “Why now?” What future changes do you foresee that necessitate this shift? Relate your proposal to your organization’s KPIs, OKRs, or overarching strategy.

Drawing inspiration from Stephen Covey’s The 7 Habits of Highly Effective People, it’s paramount to prioritize understanding before seeking to be understood. By ensuring your proposal resonates with your audience’s concerns, you pave the way for consensus.

Example of establishing context in a proposal:

With the rapid growth of our user base and the increasing complexity of our application, our existing architecture is becoming a bottleneck. Recent post-mortem analyses of outages have pointed to scalability and tight coupling issues.

Our company’s OKRs aim for a 20% increase in user engagement and a 30% growth in active users over the next year. To achieve this, we need an architecture that is resilient, scalable, and can be iterated upon quickly.

2. Identify the problem

Once mutual understanding is established, it’s imperative to identify the core issue or opportunity your proposal targets.

Begin by articulating the current state, grounding your discussion with metrics and data. Subsequently, spotlight the primary areas of concern with the existing situation and, based on this, formulate your hypothesis.

Overall, you should seek to emphasize the gravity and ramifications of the problem, positioning yourself as the authority spotlighting an urgent issue.

Example of identifying the problem in a proposal:

Current state:

Our monolithic application has been the backbone of our services for the past five years. During this time, we’ve seen:

User growth: A 300% increase in active users.

Feature expansion: The introduction of 50+ new features, increasing the complexity of our codebase.

Deployment frequency: An average of one thousand deployments per month, with each deployment introducing an average of three new features or improvements.

While this growth and activity indicate a thriving product, they’ve also introduced challenges:

1. Latency concerns: Our API response times have gradually increased over the past year. During high-traffic periods, we’ve observed a 30% increase in API response times compared to the previous year, impacting user experience.

2. Tight coupling: The intertwined nature of our services has become more evident. 20% of new feature releases in the past six months have resulted in regressions in unrelated areas, indicating a lack of modularity and separation of concerns.

3. Deploy time: The complexity of our application has affected our deployment times. Each deployment now takes an average of one hour, a 25% increase from the previous year. This affects our ability to swiftly deliver value to our users and maintain a reasonable MTTR.

Hypothesis: By migrating to a microservices architecture, we can achieve faster deployment cycles, better scalability, and independent service evolutions, leading to improved uptime and stable user experience.

3. Present options

When proposing solutions, it’s vital to consider various options. As Chip Heath and Dan Heath advise in Decisive: How to Make Better Choices in Life and Work, follow the W.R.A.P process: widen your options, reality-test your assumptions, attain distance before deciding, and prepare to be wrong.

The W.R.A.P process will help you avoid common pitfalls in decision-making, such as the framing trap, confirming-evidence trap, overconfidence trap, and forecasting trap.

This also builds credibility as an honest analysis rather than a biased proposal. This stage is about demonstrating your critical thinking skills.

Example of presenting options in a proposal:

Option 1: Incremental refactoring
Pros: Lower immediate risk, can be done during regular sprints.
Cons: Longer overall transition period, potential for accumulating tech debt.

Option 2: Big bang rewrite
Pros: Clean slate, can design with best practices from the start.
Cons: High risk, requires significant resources, longer time to see benefits.

Option 3: Hybrid approach (starting with core services and expand outwards)
Pros: Balances risk and allows for learning and iteration.
Cons: Requires careful planning and coordination.

4. Create a roadmap

With a recommended solution, it’s time to detail the implementation. Envision your proposal as a meticulously planned sequence.

Create a timeline detailing the steps, assign responsibilities, and set expectations for each stage.

Like a conductor leading an orchestra, your proposal should coordinate a unified effort toward the intended result.

Example of outlining a roadmap in a proposal:

Phase 1: Identify and isolate core services.
Duration: 1 month
Responsible: Architecture guild

Phase 2: Develop the first set of microservices and integrate them with the existing system.
Duration: 3 months
Responsible: Teams A and B

Phase 3: Gradual rollout to a subset of users and gather feedback.
Duration: 1 month
Responsible: QA team, DevOps, and user feedback group

Phase 4: Full transition and decommissioning of old components.
Duration: 2 months
Responsible: All engineering teams

5. Highlight risks

Analyze potential risks and challenges associated with the proposal, as well as the likelihood and impact of those risks. Provide strategies or plans to mitigate these risks, showing preparedness and foresight.

Examples of highlighting risk in a proposal:

Risk: Integration challenges with existing systems
Likelihood: High
Impact: Moderate
Mitigation: Begin with a pilot project focusing on one or two core services to understand integration pain points. Use this pilot to develop best practices for subsequent integrations.

Risk: Potential downtime during transition
Likelihood: Medium
Impact: High
Mitigation: Schedule migrations during off-peak hours and ensure rollback strategies are in place. Communicate potential downtimes to stakeholders well in advance.

Risk: Team’s learning curve with new architecture
Likelihood: High
Impact: Medium
Mitigation: Invest in training sessions and workshops focused on microservices best practices. Pair experienced team members with those less familiar during the initial phases.

Risk: Increased initial costs
Likelihood: Medium
Impact: Medium
Mitigation: While there might be an upfront cost due to the transition, the long-term benefits in terms of scalability, maintainability, and faster deployment cycles are expected to offset these initial expenses. Regular cost-benefit analyses will be conducted to ensure we remain on track.

Risk: Complexity in monitoring and logging across services
Likelihood: Low
Impact: High
Mitigation: Adopt centralized logging and monitoring solutions that provide a holistic view of the entire system. This will aid in quicker issue detection and resolution.

6. Prompt action

Summarize the proposal’s main points and clearly state what you’re asking stakeholders to do next, whether it’s providing feedback, giving approval, or allocating resources.

Include any additional information, data, charts, or references that support the proposal but might be too detailed for the main body. This provides a deeper dive for those interested.

Example concluding aspect of a proposal:

In light of the challenges posed by our current monolithic architecture and the company’s ambitious growth targets, transitioning to a microservices approach emerges as a strategic imperative. The hybrid approach, which combines the strengths of incremental refactoring and a more comprehensive rewrite, offers a balanced and pragmatic path forward.

We’ve identified potential risks associated with this transition and have proposed robust mitigation strategies to address them. The success of this initiative, however, hinges on a collaborative effort, cross-functional alignment, and shared commitment.

Next Steps:

Feedback round: We invite stakeholders to review this proposal and provide feedback by [specific date].

Pilot execution: Post feedback; if there are no strong objections or concerns, we will commence the pilot project.

We’re at a pivotal juncture, and the decisions we make now will shape our product and capabilities for years to come. Let’s collaborate, innovate, and steer our organization towards a future-ready architecture.

Final thoughts

In conclusion, crafting a persuasive proposal goes beyond organizing information in a digestible pyramid structure. It’s about weaving a narrative that resonates with the organization’s core objectives, prospecting a path forward, anticipating risks, and compelling stakeholders to take action.

When writing your next proposal, see it as more than a document. It’s a powerful call to action, a catalyst for change, and a testament to your leadership acumen. The quality of your proposals can shape the trajectory of your projects, teams, and, in the grander scheme, your evolution as an engineering leader.

This article was originally published on LeadDev.com on Nov 29th, 2023.